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In order to create new products, inventors search and combine previous ideas. Few studies have examined the characteristics of search that lead to new products; most have focused on patent citations, which are often retrospective and may…

Human-Computer Interaction · Computer Science 2013-11-05 Harris Kyriakou , Jeffrey V. Nickerson

In recent years, the relationship of collaboration among scientists and the citation impact of papers have been frequently investigated. Most of the studies show that the two variables are closely related: an increasing collaboration…

Digital Libraries · Computer Science 2016-02-02 Lutz Bornmann

Scientific discovery is shaped by scientists' choices and thus by their career patterns. The increasing knowledge required to work at the frontier of science makes it harder for an individual to embark on unexplored paths. Yet…

Physics and Society · Physics 2020-09-28 Giorgio Tripodi , Francesca Chiaromonte , Fabrizio Lillo

Understanding how institutional changes within academia may affect the overall potential of science requires a better quantitative representation of how careers evolve over time. Since knowledge spillovers, cumulative advantage,…

Physics and Society · Physics 2012-04-04 Alexander M. Petersen , Massimo Riccaboni , H. Eugene Stanley , Fabio Pammolli

This paper investigates the relationship between scientists' cognitive profile and their ability to generate innovative ideas and gain scientific recognition. We propose a novel author-level metric based on the semantic representation of…

General Economics · Economics 2023-12-19 Pierre Pelletier , Kevin Wirtz

Science progresses by building upon previous discoveries. It is commonly believed that the impact of scientific papers, as measured by citations, is positively correlated with the impact of past discoveries built upon. However, analyzing…

Physics and Society · Physics 2023-03-08 Jiazhen Liu , Tamang Kunal , Dashun Wang , Chaoming Song

This paper analyzes the effect of interdisciplinarity on the scientific impact of individual papers. Using all the papers published in Web of Science in 2000, we define the degree of interdisciplinarity of a given paper as the percentage of…

Physics and Society · Physics 2009-08-13 Vincent Lariviere , Yves Gingras

Software Engineering is mostly a male-dominated sector, where gender diversity is a key feature for improving equality of opportunities, productivity, and innovation. Other diversity aspects, including but not limited to nationality and…

Software Engineering · Computer Science 2025-09-11 Marco Torchiano , Riccardo Coppola , Antonio Vetro' , Xhoi Musaj

Prior work has provided strong evidence that, within organizational settings, teams that bring a diversity of information and perspectives to a task are more effective than teams that do not. If this form of informational diversity confers…

Computer Science and Game Theory · Computer Science 2023-01-31 Hoda Heidari , Solon Barocas , Jon Kleinberg , Karen Levy

Teams now drive most scientific advances, yet the impact of absolute beginners -- authors with no prior publications -- remains understudied. Analyzing over 29 million articles published between 1941 and 2020 across disciplines and team…

Digital Libraries · Computer Science 2026-04-21 Mahdee Mushfique Kamal , Raiyan Abdul Baten

Scientific innovation increasingly depends on collaboration, yet the organizational structure that fosters breakthrough ideas remains poorly understood. Existing metrics - such as team size or compositional diversity - capture readily…

Social and Information Networks · Computer Science 2026-05-14 Yichun Peng , Saike He , Peijie Zhang , Kang Zhao , Yi Yang , Ning Zhang , Qingpeng Zhang , Daniel Dajun Zeng , Hao Peng

We focused on how repeat collaborations in projects for inventions affect performance. Repeat collaborations have two contradictory aspects. A positive aspect is team development or experience, and a negative aspect is team degeneration or…

Social and Information Networks · Computer Science 2016-02-17 Hiroyasu Inoue

Artificial intelligence (AI) has seen fast paced development in industry and academia. However, striking recent advances by industry have stunned the field, inviting a fresh perspective on the role of academic research on this progress.…

Computers and Society · Computer Science 2024-09-20 Lizhen Liang , Han Zhuang , James Zou , Daniel E. Acuna

Scientific institutions play a crucial role in driving intellectual, social, and technological progress. Their capacity to innovate depends mainly on their ability to attract, retain, and nurture scientific talent and ultimately make it…

Digital Libraries · Computer Science 2023-07-14 Marcia Ferreira , Rodrigo Costas , Vito Servedio , Stefan Thurner

Theories of innovation emphasize the role of social networks and teams as facilitators of breakthrough discoveries. Around the world, scientists and inventors today are more plentiful and interconnected than ever before. But while there are…

Computers and Society · Computer Science 2023-10-27 Yiling Lin , Carl Benedikt Frey , Lingfei Wu

This study offers a new perspective on the depth-versus-breadth debate in innovation strategy, by modeling inventive search within dynamic collective knowledge systems, and underscoring the importance of timing for technological impact.…

Physics and Society · Physics 2026-01-06 Likun Cao , James Evans

We quantify the long term impact that the coauthorship with established top-cited scientists has on the career of junior researchers in four different scientific disciplines. Through matched pair analysis, we find that junior researchers…

Physics and Society · Physics 2019-11-27 Weihua Li , Tomaso Aste , Fabio Caccioli , Giacomo Livan

In an ideal world, every scientist's contribution would be fully recognized, driving collective scientific progress. In reality, however, only a few scientists are recognized and remembered. Sociologist Robert Merton first described this…

Social and Information Networks · Computer Science 2025-02-07 Lulin Yang , Donna K. Ginther , Lingfei Wu

Analyzing a large data set of publications drawn from the most competitive journals in the natural and social sciences we show that research careers exhibit the broad distributions of individual achievement characteristic of systems in…

Physics and Society · Physics 2014-11-24 Alexander M. Petersen , Orion Penner

Gender inequality in scientific careers has been extensively documented through aggregate measures such as total publications and cumulative citations, yet the temporal dynamics underlying these disparities remain largely unexplored. Here…

Digital Libraries · Computer Science 2025-09-09 Bili Zheng , Chenyi Yang , Jianhua Hou